# Methodology Edition: lubbock-2026-09-descriptive-study-v2 Protocol: 0.4.0-descriptive-revision Collection: 2026-09-09T16:11:24.911Z through 2026-09-11T01:57:55.453Z, UTC. ## Organic One hit per usable response when the exact domain or explicitly grouped source-domain family appears at organic rank_group 1 to 10. Raw responses returned 17 to 20 organic results. Absolute mixed-SERP positions are not organic ranks. ## Name examples A specified, disclosed alias must appear as complete normalized tokens in answer prose, excluding URLs and displayed hostnames. Two separately implemented lexical matchers must agree. This checks calculation consistency, not semantic ground truth or all possible aliases. ## Answer links A source must be linked inline, referenced by a used Perplexity citation marker, or supplied as a Claude answer citation. Retrieval-only sources are excluded. Domains are deduplicated within each response. ## Repetition Jaccard overlap is intersection divided by union of returned place-ID sets for Maps (domain or title fallback where no ID exists) and domain sets for organic. Average within each prompt, then average eligible prompts equally. Empty/empty pairs and flagged responses are excluded. Order within the set is not measured. Maps set keys are SHA-256 hashes in the download, preserving set equality without publishing branch identities. ## Audit trail Every finding has numerator and denominator observation IDs. Public observation facts preserve selected artifact hashes, exact wording and returned model labels. The observed visibility tables include their matching aliases and supporting observation IDs. Raw answers, private paths, contacts and internal review intelligence remain outside the release. ## Observed visibility tables Rows preserve recorded names and domain groups rather than independently verified branches. Organic counts exact-domain or normalized-title matches in the top ten; Maps uses the returned top twenty. AI columns count the disclosed aliases as normalized tokens in answer prose, excluding bare hostnames. Every count matches the retained original table calculation. This validates computation, not semantic accuracy or all possible aliases. Counts by question use ten eligible responses per configuration. ## Edition changes Six ChatGPT location-clarification responses were replaced with valid retries of the same questions. One paired wrongful-death question was replaced after observing missing Maps business results, using personal injury lawyers in Lubbock and its matched AI question on all six configurations, ten repetitions each. The original 60 paired observations and earlier failed attempts remain archived. This post-collection query choice changes the estimand; the new wording is not a recovery of the old Maps result. No results are silently reclassified. ## Commercial interpretation Search inclusion is not traffic, demand, customer preference or business quality. Prompt selection is purposive and unweighted by search volume. Cross-platform contrasts can reflect different access modes, models and retrieval settings. No causal ranking explanation, independent consumer sample or longitudinal improvement is claimed. ## Configurations ### ChatGPT Search DataForSEO scraped search experience ```json { "provider": "chatgpt", "requestedModels": [ null ], "access": "DataForSEO scraped search experience", "requestControls": [ { "location": "United States", "language": "en", "device": null, "os": null, "resultDepth": null, "maxOutputTokens": null, "temperature": null, "forceWebSearch": true, "searchToolVersion": null, "maxSearchUses": null, "searchContextSize": null, "loadAsyncAiOverview": null } ], "configurationHashes": [ "1a662b29bd56f4342843e8b66ed4e52e67f54e3d7a859ff0042e232105cb9af1", "cd04950c5b8bc2e591d23cdcd50cf98e0e8bf1a17e53ccec49bb42b38c20e55e", "e52203c58c5ac9a25ce9e6f97cec1a5a2c92cec722ee982f354348c456efc464", "b390e9229323e8e4144f3f8f8c002a8d1d9e5b490ed6b61e41daab6657eb3615", "8586ff73f8835d9f745c231179f6c66eb637da5acdbdc6f324e4e15de146b689", "be8d0a46b660e66fc7c05bdcbde6873e932ab7dc45d398ac8b4526f9551a03eb", "c5f733e8e8f48f7abf31ec016b955337d2949fce6e63a7c19a9961be3d28580c", "796abbed682f528e82ceec249002ff5f7a52be42f1075d244697def4263d109c", "1b61b6a85cc12448d572d14a67e50d7f9b59b9f61ffe608cc812e5155eaebb69", "4c36c8074949279bc54cef91cdf6e41a4d09b252db2e366bf7925dad8e2ad68f", "0c110b6431ac2bd67522937c7b2e323977c603267b498b28bb1fc87fea4ebb71", "1db6a4c9776643df870c22c08460ddffd538b95bcf883c66d3687c0f758e0cc3", "adfcd563d31a128e6ccb2e818604e222c341878e9e15730d78544ade957a0162", "d25882dfa655c5d15387ab1c282e813d209d68c1072a223d9477e753740ae8af", "e174ad7e660840d64eed7d74a190cb5da7227b072af5088654aa0a4fa9115e76", "9f34400af93a2d508ffbfb9f807ab6c60ff35c123337a8f76c6346617c05e75c", "bf90fb00c5fbd8477df35d6ebd92f49a23f9ab32a71902dbf2d0684ec8fe8bf9", "2ffdb5a93714576f7c027b2e5d97d27a7c347bdf0a139fe246a6b5a2a058d513", "8b4aae59c4915932ce11e16054f46da1dabb9826785f9ecb9936271aac66ddb4", 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"os": null, "resultDepth": null, "maxOutputTokens": 2048, "temperature": null, "forceWebSearch": null, "searchToolVersion": "web_search_20250305", "maxSearchUses": 1, "searchContextSize": null, "loadAsyncAiOverview": null } ], "configurationHashes": [ "9452f22f9139b0b684eead963ccf762de270e5a9cb9b243f7d0f34aa0edfe965", "532f8a9120ee2a720bd14d9803b3df801b770cd5639782d458dcdeaa2ec5eaa3", "1b19f6b4e74ae96bcd867ca48d44c4aeb00de67b1eee9da9a441d4ff323cdd43", "2c44cb2772cb430b689e8a12f5b7ce93113e6eab7f5e6ac7fbe8b38626db45f2", "4cd3feb867f9b383723dee5f6b3d45c0fa5e5f761c42889d7df7aa829def7ada", "ce45cadc6b97a125cb4bb56c1655886509592a0afe18964fa7921e8d9c07479c", "5d87eb5de302e34bfc689d2e2f50dcb58da22070d3fa22d91585705d0d1a8bc3", "6aa3e9a2fa6ad251994493c4ffd2bbe27e6f2ef3b1459d11bf2ba2520c5d6302", "30378828ee7149132b340ae57b2b283f1c4fee4a4a629519276f4ae3df2da1ef", "1cef35df1a5f595c75185ca41164e06bb9fb033f914317ec7775101aef7c38b1", "d8ca6482a449908aa3d8d9c91919f3c28e5e7060ddc820758699455e30f6fc1d", 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"f2ec462cff5c676e8f9f08f66fc31976abf59691467760a31bdc7533b84e41fd", "056909e4c2f7b14632310133829cf89fee5b2f8608b414ec2fdfe44fbfd8340c", "8378777ae4d73c77a90d10368a34825a547fb5c21bc28100759840fa95088cbf", "5d0349bf426a7ec22639fbaea2a35b5e45ffa7344f0a9a00cff7630db82662d9", "adb5b61dbd9186f6aac15d4b1bbe99d97533f7c347ba3e77675bda6464d2aa03" ] } ``` ### Gemini DataForSEO scraped search experience ```json { "provider": "gemini", "requestedModels": [ null ], "access": "DataForSEO scraped search experience", "requestControls": [ { "location": "Lubbock,Texas,United States", "language": "en", "device": null, "os": null, "resultDepth": null, "maxOutputTokens": null, "temperature": null, "forceWebSearch": null, "searchToolVersion": null, "maxSearchUses": null, "searchContextSize": null, "loadAsyncAiOverview": null } ], "configurationHashes": [ "245491ec6bdad776262aa74307541dbd77cc4f282e7a89ad11e55dd47d09008f", "71b60bfdf24ab4ff99cc0a087f9559af40daedb9cad316b415d37e80ba431608", "f3aa0c514769c5173635b75815b51f7435abbe80d4513b48601d3eaea63c6296", "72d08364ae98c99db180fb25395a2cea5205be5f2f57a7c2fe1c5200718c54a3", "fe38dc1317b437c9ab34f62622345f1fa37b081786034c87cd911883a803ccd5", "d1b66eb8078d3a0e8dcf92508f85bfaa05812725f70b746210210d2dbc9665d3", "683e19a9ef84731dd7d7574c442a3ad4ca3dcd60d55ebf917359aa6a91128e27", "48658a29c509c5cf7106f19cf83570c1ed5fdbd502d42ea0dc03224878797de1", "1c915e4bd59ffa5225ec79cb19f51f6a4e771299867c7d4135cde70dbe13e6a4", "9bbe4dab1e79afda2249535f3d751abbe4b053744316a9ca5b5274042bde5a9b", "70f3c87e4ad4bcb8929bc29eb888fb3b612ae87ce1757f6317da60b717bd912a", "a836241caf1dc791a0cd2521df9aef78392694eec039b59b5958ae4cbfb8409a", "95506800f75861146bb2699e5872458f555a12159acb27d6139e0e06b9a80fb4", "a30eea77b3c00c7e8dce8c67fe0fcf46287f4d31bd2f2f397b37bc66ef0dfa95", "5f9fa44c9c11bcdae1cae62ba064fe25f3ac1c934e2e63a4a35c9d044cf463af", "af0b5ab52e0603ee13e81e77919691925a401bf4eb3a0fe61a3a9937d63de9d2", 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```json { "provider": "maps", "requestedModels": [ null ], "access": "DataForSEO search results", "requestControls": [ { "location": "Lubbock,Texas,United States", "language": "en", "device": null, "os": null, "resultDepth": 20, "maxOutputTokens": null, "temperature": null, "forceWebSearch": null, "searchToolVersion": null, "maxSearchUses": null, "searchContextSize": null, "loadAsyncAiOverview": null } ], "configurationHashes": [ "60761497b25701ade040acd6528c194a25503590d25d894334356127a1177cf9", "bbad12e0cac64655cdd62b272631895c96480a2c60d6b1b9c4d9717aa2d295b1", "e2db347fe8581c9b94118f9f4e09a19efa5dbd7ee75e61b035d9e1503bb95acf", "d0c20907bb992cfa2bca210ce4c96e15d2ac5906c5cbdb71f4a82d9323314383", "43262169800a1c5b89975cae8142ab794740f630d14520fd9f15c3fa65b15386", "2a08679d76dcdfa4d3d35b3c4e61f80ab947ab0c3629160735c35d8efbc55690", "2d1b935ed8cc86eb44d48614fba4befa086818074cf16e26efa72f746d368973", "7dc06f4e448416c172f9f2f69a3251ee21ecec66bd8b2dee07273bde4b06757b", 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"8af91d0962631a7db4ecbb0643c3116f41c7dde93bb65fc0e84de67dad015a6f", "6e478131e5f1cf004dbf684c2eb4a6e7cf6a510bacdfd065fc3758ded5f317cc", "f2215e76198f47ebdd2d8e530f6cf828577fbec2ba4d5b47d99fdc2044b1aca5", "e00a826a63582ad24492cf7fe91562a54513505a0ed7d30b4c8626708c9b9a91", "7fdd22a2bcc21daf38e184ad7c9e1a288d1ab81230425ec3cda424977353a081", "8c18f0589053b0acaf16dbf958e60ade98b00b3ba50d915d51c57cc47f0069ce", "bee5ff5473029ab3c0dbf9c472805b9c5cf5961ec158400bea6efc21429f2f0b", "0359abc326aaca6661f09563c1b388e2cba27b83f26e680fbeb5ecb8490e8328", "c5274cf558291dbf08f87ba4a261a86468f1745a7b9b51c9168801567275267d", "720f2c0c88a142f6521cd0c378539541163c488e3f8b2c8f7fa5da851ae5348f", "be4e4c51aa1a23b7265fe78e38da6f2d2688d5d8d7204d10b4532b84647c4ca4", "51fee4920484492a8894552ec40efc82f0e99cc2ff4fc53e4f08ae1063e769ac", "72b72c7e83aab86a9d0f5e6f3b6d671454bc63473b472e1ac7596f61c8e4bbcf", "3762e5153a2e409d8c3b70511b8277ae24765d451111a2128d67ad2c5ae3affb", "cf8730c8e05f9648882c1d766ab6873a6a05e79bdea2a508255f14443ca152af", "85d3b2e2d37c9f798efe5f305b0396b0ebf73cf8142ee12cec0d548d7c416dfa", "f7764ca8bc054946bfeccbcaf1182b8b7b118241ebc787e4a87d55b2e5d6a376" ] } ``` ### Perplexity model API ```json { "provider": "perplexity", "requestedModels": [ "sonar" ], "access": "model API", "requestControls": [ { "location": "Not explicitly configured; Lubbock in prompt", "language": "en", "device": null, "os": null, "resultDepth": null, "maxOutputTokens": 2048, "temperature": null, "forceWebSearch": null, "searchToolVersion": null, "maxSearchUses": null, "searchContextSize": "low", "loadAsyncAiOverview": null } ], "configurationHashes": [ "18d5d06b7a24ba026053ce142caf9e10abb66f10342faa1652a74e4987c4d6d7", "db58448b904283190855cf5d9e30c633eba03ad3e0fdeee43a6d1a9ca592fd08", "ea96b52d080ee404aa96af43c2d653f0c221ee490d062c9c04cfc31a414b9f6a", "1900cc1d72ec014a24b6c4ea2561e21c8f760e9a765320d8d424a00f6601d715", "b1db03060fd1a9a5d7446f0a5987c4ad788f86ff56a9f59333925d43aaf7a60b", "50540af72126b6bc893cb721c95b6216adf67dfecfc2cf6cbf21bc09712c62b0", "e5e8478ca131cd854c00743cf5a21785f8b50a8d63c80a0d3770e18305dc7266", "e7b9c549fc4fcf6b220e90a0796363cebb4926e38edc6ad8e21aec481bec4d60", "2207bb966cf7fb2c95394b0d34036722280da114698f7f21eec3ca3555ef5f88", "2ac99ffabedde0aabe708045e67ccb46878ea8811e3844b196f4a52351cb1a76", "9361d7208f27d91d7673d567b1da3830a4d36354679400da5b3ea9e52b6acb42", "f037fb4b8613c795d4b8c9e5241eeb1a7917acca03a912164f058142a5055c15", "5cfd1ace36273a52fe3e2cddc59284f888005354d40f3f26e1974282976bf41d", "04ba412cecde4246c4a7dc249ad0390edee496dfb08a6dbf0b381e83a5886b1a", "65a3acf6a133049df0ab5f45f28f45c0005679700613b4f7802ff8a7b545e0f2", "e5d49a05e0fd65519972d21a0f2f07b4c90e4d19d0893dc7b5225e9008cb87de", "e03ffbb8248daefbd1f2dd63d851ff74250ffb27485670b6a6e4b4513fab7744", "4b3e66a223943bbb09720dfcd78dccf562eaa365e27d21685db81ec6c7c53d45", "675022886f3260a080f4b6febb9bcce6bca10d56b0bb09e490e632f3bff7cad3", "355c28e7ee08a810c8939b695b53ad119fbaea360dbe1065362b10bae1d11033", "c06ca654350178b5682d879a38388d15afd37bdd151c85ac1eeebbce1e6170eb", "b6a67c145fa6b84d7611ea38d8653e53d823dee6a678b88a12e9703af9968207", "1651b2c12aea7fd59d84315405a3b2f9a007c455551a79520f14814ed1412340", "ec332f575b5d29ee1d18b0912cbda85af6711878a36325829bafb29fb4a74e12", "3aff6cc56df167068adaff6705823a1ac7bc2355241980933fe9dda620bfc1eb", "a7abb8fdb5f0748afa2901d3b10508ede7e5aeb38ca936f9389ee5a4163de77f", "59dff945e6cdadbd2d622b30bc8ff4f8f6ffe1d313099a8bc9a7db7c1105262e", "a5dda243fb8bdc537354b7a0ecf56ff919bfb8d351095cf9f6643e3444c31157", "7d72a2ef7ed8441199a52998706d4242e6e7385e551a0357646349b4ada05089", "dd6b20672b459ea8e9493b2ebe9a4f6e90b1002fce3ae67b66fb65c0bc569e59", "4f440fd96b3a9ec05db3173d21100dc43b270c0de86784658d938db75ab26b61", "1de1b21a5d7e5153ea10b5cdf06e4e0558d846878ee9ae6308ce8a78a87ee767", "e9bc296f9d158f23d48d13d25835724df52328263cf2d590a86a5fe5d9d0885b", "ffc3727eb6d65543d3cc11f6897ee28074c4379dcbddc2c4b3189d15ac2db23b", "3d03a8f3dae1192eb2b9f83eeb0d2ce30622e596ea2eb8af1d3003d448d24811", "2d3c7cb3112785bfda83788a80d39951bc7c984f2ac8e608b18474a93708aae6", "533ab57a25badb8de27429da077a44b47982bb0db02394d2737c1f4af2f24730", "9a0c2dc0a3a15e156961fb8d3a1ef9e828ff927f31b8cfbcc3516d190100a6d0", "4baa0e13fb6096796bb51e4ccb7b647dded4374b07dbfbf3e2c45c2e2a818671", "5d323ced9500f03f5a787a1c2b0d7c7b5baa9a615854a427a35fdf2ba0d1c23d", "8f55dffcd3d7d87a135adb316beb756cb5cc7d04ad7617b732fd7cbc38996227", "fa119072e32fe0c955602c0698d1f8b705c673a8b99ad4dae0800b2d4b548601", "b05651afa885139a7bd2043bc3c18d20494589239948ed1a3d8dcc79911620bf", "4c0da25c53456567dd37361f6a664ab2b611840a48841810cb10daa45b45f4b0", "0ded150703c56c1401bb17f96ce0bac1a4edd6508763284f84c763ac7a4bcbe5", "8300eafefe438cd8b7e756240950ccb1a4b3893b865fa8e0fb643297070e3a2f", "9b192f0301891db9f36ee5a06ef9db37678480d3a1eee3bf43acb6b4a708a689", "440e2142c2d5cf14e6227ade4ce03fb75a889340497e59b29ce725bf41f1e1f2", "75e6b5ce8a5a1acfba9fc8c7c3938df6d78dd5fbc535a3bd4b29c2143832d6d5", "acf821eaf9587332c22ebd760a2551e271acacf2f29c2849ed41927cbcd0246e", "7a195b45207afcab9ca12ab5e3173630334daf9b9049530009a919ee2a59e016", "e1cfcfedbdd107bb8d60dbedf5e268706625071fffa4769d02b094ff53c362dd", "724ad81ff55291e3c9eef7ec62b272a697b8c3274fd4d81896e1206a3c78d979", "8c5bfd4c4acfe7a5d777b8e0688e704544248e5463ef63d6bca8a837f253a6ea", "1a95e3c11e6138151b30ef7a6d83d687869c1b3612dc5cbbf3195c73a0f98d0e", "ea88293cdf64b2e9248963f3cd33961a978ebb9f0d194852a219d209fec9ab56", "645babcce60ca0008adbfb11327cd976ec1b1b78dcbf123dd81e6b9edc1280a7", "a2aa2e67a1aee3e3a4bf53ba7528d71bf541b984919dd30db275c7039e7e99bf", "455dea544fcf41c8e59bff2e113cddce898d7b364ba9f90e6b82742057921d59", "a40133a1829905fb1550a09e7b35a77f9037982f9fd549d0f5dcc36d60fc37fc", 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"8f1a8c296655c9ac55eb3eb228066f9174b4f799fc28b44e3998b1d869c7f873", "fdf46f99beef6c1e9fab7899620173c7101d305d26b3fc6667de85df1bd7b4d8", "c35e6dc83afdfd44f75a93dd0af761e5e079fda70feb547a441e5f744ce0cf00", "20405bdfce73106258bb3d7a8366efbff746aeb052fa25d9c5c15ea36f73028a", "ffe21f34698250397a9d147bdd1b9f60ec83d631a80f07412d929914888f9958", "d177c93772f3d45a7a1b429c69e825fe70c3cdfa0a8179c41024e4718194189d", "fdae52ec8f903978d815af2975b953550e77ef1b9af36133ae94872ada3a3f91", "d7f6d52ec4461689fd3f75f4e695d7d6d00d554e56d3737caf2ab37ae6e97440", "78bd8446c1c568aaf00cd450ba3b3522c70576449b164b34eecfbd480bea5ce0", "2adb1c0752e79443f0c70fc87533fa432287c4d79cf96b2a81788c138e5ef1cb", "fff2d8f72a3267f1b440d6d3ea806604059d196bca82d889ed688cbfbf787c3c", "b74e18b458425beb183d6c1adb639062b334d86729f71c29af16606825fed9ed", "408c80a89151cedc6ba7cd59eb87430f1a935f1ea4d25ad1afd7fe58279f8026", "672e4d496f52ed3cb86168fd9428c988265642c5abb45f043e82c9c6fbacaef3", "5bf5a33187ed36c8caa6150971d2ef75e980af1c15fedf6772227223c52350f0", "5a64d44a8d27f7863cf8c67634894bed99fabe4833d4b5d15e29bfcd611631e0", "84b0103e7f072f6520d9c15f9ddb8035d315b875dcf76b784cdd93f2a2aaf9ac", "8c8565a59f9fc1ec244bd6e06c2ca42f794756e9473f98ee32d1bbfba662b9ff", "0b4517f1151c03d43abf549f69e7a29d4055f3a36eb4ab362cefc19021e3e898", "5cb1eb3945e2a04187b877ef0d5ee7f2f011883c8e7257f83b8e4e87f7895f94", "32a03226d47a20208f7cf0922905a6533e845f6019a2755e91de42f30a7d1455", "611e2a0b9d9206da83c31b7e5ecf228cbd7ff691d66f689f16d2485184744fed", "ebf4b00270fc6ea44615d2f0319ba4790445919b35dea4a4e2ad6aa77b69e5bb", "53b2a5f5541493cc17e0052bf3f5c01658b7cf6b4590db92618ba886442c52cf", "faf7613f104f1841818bf6b759c81672ad8b4478cc39994eb42bf56b3f3648d4", "3762fbf030b961b266a54f1d0b28c898396542972cfbd6db51505ac3be303c39" ] } ``` ## Exact prompts ### cal-auto-repair-1 ChatGPT Search: Which auto repair shops should I consider in Lubbock, Texas? Claude: Which auto repair shops should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which auto repair shops should I consider in Lubbock, Texas? Google Maps: auto repair shops in Lubbock Texas Google Organic: auto repair shops in Lubbock Texas Perplexity: Which auto repair shops should I consider in Lubbock, Texas? ### cal-auto-repair-2 ChatGPT Search: Which brake repair shops should I consider in Lubbock, Texas? Claude: Which brake repair shops should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which brake repair shops should I consider in Lubbock, Texas? Google Maps: brake repair shops in Lubbock Texas Google Organic: brake repair shops in Lubbock Texas Perplexity: Which brake repair shops should I consider in Lubbock, Texas? ### cal-auto-repair-3 ChatGPT Search: Which shops offering vehicle diagnostic services should I consider in Lubbock, Texas? Claude: Which shops offering vehicle diagnostic services should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which shops offering vehicle diagnostic services should I consider in Lubbock, Texas? Google Maps: shops offering vehicle diagnostic services in Lubbock Texas Google Organic: shops offering vehicle diagnostic services in Lubbock Texas Perplexity: Which shops offering vehicle diagnostic services should I consider in Lubbock, Texas? ### cal-auto-repair-4 ChatGPT Search: Which transmission repair shops should I consider in Lubbock, Texas? Claude: Which transmission repair shops should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which transmission repair shops should I consider in Lubbock, Texas? Google Maps: transmission repair shops in Lubbock Texas Google Organic: transmission repair shops in Lubbock Texas Perplexity: Which transmission repair shops should I consider in Lubbock, Texas? ### cal-auto-repair-5 ChatGPT Search: Which car air conditioning repair shops should I consider in Lubbock, Texas? Claude: Which car air conditioning repair shops should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which car air conditioning repair shops should I consider in Lubbock, Texas? Google Maps: car air conditioning repair shops in Lubbock Texas Google Organic: car air conditioning repair shops in Lubbock Texas Perplexity: Which car air conditioning repair shops should I consider in Lubbock, Texas? ### cal-childcare-1 ChatGPT Search: Which infant daycare providers should I consider in Lubbock, Texas? Claude: Which infant daycare providers should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which infant daycare providers should I consider in Lubbock, Texas? Google Maps: infant daycare providers in Lubbock Texas Google Organic: infant daycare providers in Lubbock Texas Perplexity: Which infant daycare providers should I consider in Lubbock, Texas? ### cal-childcare-2 ChatGPT Search: Which toddler daycare providers should I consider in Lubbock, Texas? Claude: Which toddler daycare providers should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which toddler daycare providers should I consider in Lubbock, Texas? Google Maps: toddler daycare providers in Lubbock Texas Google Organic: toddler daycare providers in Lubbock Texas Perplexity: Which toddler daycare providers should I consider in Lubbock, Texas? ### cal-childcare-3 ChatGPT Search: Which preschool childcare providers should I consider in Lubbock, Texas? Claude: Which preschool childcare providers should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which preschool childcare providers should I consider in Lubbock, Texas? Google Maps: preschool childcare providers in Lubbock Texas Google Organic: preschool childcare providers in Lubbock Texas Perplexity: Which preschool childcare providers should I consider in Lubbock, Texas? ### cal-childcare-4 ChatGPT Search: Which after-school childcare providers should I consider in Lubbock, Texas? Claude: Which after-school childcare providers should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which after-school childcare providers should I consider in Lubbock, Texas? Google Maps: after-school childcare providers in Lubbock Texas Google Organic: after-school childcare providers in Lubbock Texas Perplexity: Which after-school childcare providers should I consider in Lubbock, Texas? ### cal-childcare-5 ChatGPT Search: Which daycare providers offering extended hours should I consider in Lubbock, Texas? Claude: Which daycare providers offering extended hours should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which daycare providers offering extended hours should I consider in Lubbock, Texas? Google Maps: daycare providers offering extended hours in Lubbock Texas Google Organic: daycare providers offering extended hours in Lubbock Texas Perplexity: Which daycare providers offering extended hours should I consider in Lubbock, Texas? ### cal-commercial-cleaning-1 ChatGPT Search: Which office cleaning companies should I consider in Lubbock, Texas? Claude: Which office cleaning companies should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which office cleaning companies should I consider in Lubbock, Texas? Google Maps: office cleaning companies in Lubbock Texas Google Organic: office cleaning companies in Lubbock Texas Perplexity: Which office cleaning companies should I consider in Lubbock, Texas? ### cal-commercial-cleaning-2 ChatGPT Search: Which commercial janitorial companies should I consider in Lubbock, Texas? Claude: Which commercial janitorial companies should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which commercial janitorial companies should I consider in Lubbock, Texas? Google Maps: commercial janitorial companies in Lubbock Texas Google Organic: commercial janitorial companies in Lubbock Texas Perplexity: Which commercial janitorial companies should I consider in Lubbock, Texas? ### cal-commercial-cleaning-3 ChatGPT Search: Which medical office cleaning companies should I consider in Lubbock, Texas? Claude: Which medical office cleaning companies should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which medical office cleaning companies should I consider in Lubbock, Texas? Google Maps: medical office cleaning companies in Lubbock Texas Google Organic: medical office cleaning companies in Lubbock Texas Perplexity: Which medical office cleaning companies should I consider in Lubbock, Texas? ### cal-commercial-cleaning-4 ChatGPT Search: Which commercial post-construction cleaning companies should I consider in Lubbock, Texas? Claude: Which commercial post-construction cleaning companies should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which commercial post-construction cleaning companies should I consider in Lubbock, Texas? Google Maps: commercial post-construction cleaning companies in Lubbock Texas Google Organic: commercial post-construction cleaning companies in Lubbock Texas Perplexity: Which commercial post-construction cleaning companies should I consider in Lubbock, Texas? ### cal-commercial-cleaning-5 ChatGPT Search: Which commercial floor cleaning companies should I consider in Lubbock, Texas? Claude: Which commercial floor cleaning companies should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which commercial floor cleaning companies should I consider in Lubbock, Texas? Google Maps: commercial floor cleaning companies in Lubbock Texas Google Organic: commercial floor cleaning companies in Lubbock Texas Perplexity: Which commercial floor cleaning companies should I consider in Lubbock, Texas? ### cal-dentists-1 ChatGPT Search: Which general dental practices should I consider in Lubbock, Texas? Claude: Which general dental practices should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which general dental practices should I consider in Lubbock, Texas? Google Maps: general dental practices in Lubbock Texas Google Organic: general dental practices in Lubbock Texas Perplexity: Which general dental practices should I consider in Lubbock, Texas? ### cal-dentists-2 ChatGPT Search: Which family dental practices accepting new patients should I consider in Lubbock, Texas? Claude: Which family dental practices accepting new patients should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which family dental practices accepting new patients should I consider in Lubbock, Texas? Google Maps: family dental practices accepting new patients in Lubbock Texas Google Organic: family dental practices accepting new patients in Lubbock Texas Perplexity: Which family dental practices accepting new patients should I consider in Lubbock, Texas? ### cal-dentists-3 ChatGPT Search: Which dental practices offering emergency appointments should I consider in Lubbock, Texas? Claude: Which dental practices offering emergency appointments should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which dental practices offering emergency appointments should I consider in Lubbock, Texas? Google Maps: dental practices offering emergency appointments in Lubbock Texas Google Organic: dental practices offering emergency appointments in Lubbock Texas Perplexity: Which dental practices offering emergency appointments should I consider in Lubbock, Texas? ### cal-dentists-4 ChatGPT Search: Which orthodontic practices should I consider in Lubbock, Texas? Claude: Which orthodontic practices should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which orthodontic practices should I consider in Lubbock, Texas? Google Maps: orthodontic practices in Lubbock Texas Google Organic: orthodontic practices in Lubbock Texas Perplexity: Which orthodontic practices should I consider in Lubbock, Texas? ### cal-dentists-5 ChatGPT Search: Which pediatric dental practices should I consider in Lubbock, Texas? Claude: Which pediatric dental practices should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which pediatric dental practices should I consider in Lubbock, Texas? Google Maps: pediatric dental practices in Lubbock Texas Google Organic: pediatric dental practices in Lubbock Texas Perplexity: Which pediatric dental practices should I consider in Lubbock, Texas? ### cal-electricians-1 ChatGPT Search: Which residential electricians should I consider in Lubbock, Texas? Claude: Which residential electricians should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which residential electricians should I consider in Lubbock, Texas? Google Maps: residential electricians in Lubbock Texas Google Organic: residential electricians in Lubbock Texas Perplexity: Which residential electricians should I consider in Lubbock, Texas? ### cal-electricians-2 ChatGPT Search: Which electrical panel replacement contractors should I consider in Lubbock, Texas? Claude: Which electrical panel replacement contractors should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which electrical panel replacement contractors should I consider in Lubbock, Texas? Google Maps: electrical panel replacement contractors in Lubbock Texas Google Organic: electrical panel replacement contractors in Lubbock Texas Perplexity: Which electrical panel replacement contractors should I consider in Lubbock, Texas? ### cal-electricians-3 ChatGPT Search: Which EV charger installation electricians should I consider in Lubbock, Texas? Claude: Which EV charger installation electricians should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which EV charger installation electricians should I consider in Lubbock, Texas? Google Maps: EV charger installation electricians in Lubbock Texas Google Organic: EV charger installation electricians in Lubbock Texas Perplexity: Which EV charger installation electricians should I consider in Lubbock, Texas? ### cal-electricians-4 ChatGPT Search: Which emergency electrical repair companies should I consider in Lubbock, Texas? Claude: Which emergency electrical repair companies should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which emergency electrical repair companies should I consider in Lubbock, Texas? Google Maps: emergency electrical repair companies in Lubbock Texas Google Organic: emergency electrical repair companies in Lubbock Texas Perplexity: Which emergency electrical repair companies should I consider in Lubbock, Texas? ### cal-electricians-5 ChatGPT Search: Which commercial electricians should I consider in Lubbock, Texas? Claude: Which commercial electricians should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which commercial electricians should I consider in Lubbock, Texas? Google Maps: commercial electricians in Lubbock Texas Google Organic: commercial electricians in Lubbock Texas Perplexity: Which commercial electricians should I consider in Lubbock, Texas? ### cal-foundation-repair-1 ChatGPT Search: Which house foundation repair companies should I consider in Lubbock, Texas? Claude: Which house foundation repair companies should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which house foundation repair companies should I consider in Lubbock, Texas? Google Maps: house foundation repair companies in Lubbock Texas Google Organic: house foundation repair companies in Lubbock Texas Perplexity: Which house foundation repair companies should I consider in Lubbock, Texas? ### cal-foundation-repair-2 ChatGPT Search: Which slab foundation repair companies should I consider in Lubbock, Texas? Claude: Which slab foundation repair companies should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which slab foundation repair companies should I consider in Lubbock, Texas? Google Maps: slab foundation repair companies in Lubbock Texas Google Organic: slab foundation repair companies in Lubbock Texas Perplexity: Which slab foundation repair companies should I consider in Lubbock, Texas? ### cal-foundation-repair-3 ChatGPT Search: Which pier and beam foundation repair companies should I consider in Lubbock, Texas? Claude: Which pier and beam foundation repair companies should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which pier and beam foundation repair companies should I consider in Lubbock, Texas? Google Maps: pier and beam foundation repair companies in Lubbock Texas Google Organic: pier and beam foundation repair companies in Lubbock Texas Perplexity: Which pier and beam foundation repair companies should I consider in Lubbock, Texas? ### cal-foundation-repair-4 ChatGPT Search: Which foundation inspection companies should I consider in Lubbock, Texas? Claude: Which foundation inspection companies should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which foundation inspection companies should I consider in Lubbock, Texas? Google Maps: foundation inspection companies in Lubbock Texas Google Organic: foundation inspection companies in Lubbock Texas Perplexity: Which foundation inspection companies should I consider in Lubbock, Texas? ### cal-foundation-repair-5 ChatGPT Search: Which commercial foundation repair contractors should I consider in Lubbock, Texas? Claude: Which commercial foundation repair contractors should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which commercial foundation repair contractors should I consider in Lubbock, Texas? Google Maps: commercial foundation repair contractors in Lubbock Texas Google Organic: commercial foundation repair contractors in Lubbock Texas Perplexity: Which commercial foundation repair contractors should I consider in Lubbock, Texas? ### cal-hotels-1 ChatGPT Search: Which hotels for business travelers should I consider in Lubbock, Texas? Claude: Which hotels for business travelers should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which hotels for business travelers should I consider in Lubbock, Texas? Google Maps: hotels for business travelers in Lubbock Texas Google Organic: hotels for business travelers in Lubbock Texas Perplexity: Which hotels for business travelers should I consider in Lubbock, Texas? ### cal-hotels-2 ChatGPT Search: Which extended-stay hotels should I consider in Lubbock, Texas? Claude: Which extended-stay hotels should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which extended-stay hotels should I consider in Lubbock, Texas? Google Maps: extended-stay hotels in Lubbock Texas Google Organic: extended-stay hotels in Lubbock Texas Perplexity: Which extended-stay hotels should I consider in Lubbock, Texas? ### cal-hotels-3 ChatGPT Search: Which pet-friendly hotels should I consider in Lubbock, Texas? Claude: Which pet-friendly hotels should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which pet-friendly hotels should I consider in Lubbock, Texas? Google Maps: pet-friendly hotels in Lubbock Texas Google Organic: pet-friendly hotels in Lubbock Texas Perplexity: Which pet-friendly hotels should I consider in Lubbock, Texas? ### cal-hotels-4 ChatGPT Search: Which hotels for families should I consider in Lubbock, Texas? Claude: Which hotels for families should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which hotels for families should I consider in Lubbock, Texas? Google Maps: hotels for families in Lubbock Texas Google Organic: hotels for families in Lubbock Texas Perplexity: Which hotels for families should I consider in Lubbock, Texas? ### cal-hotels-5 ChatGPT Search: Which budget hotels should I consider in Lubbock, Texas? Claude: Which budget hotels should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which budget hotels should I consider in Lubbock, Texas? Google Maps: budget hotels in Lubbock Texas Google Organic: budget hotels in Lubbock Texas Perplexity: Which budget hotels should I consider in Lubbock, Texas? ### cal-hvac-1 ChatGPT Search: Which air conditioning repair companies should I consider in Lubbock, Texas? Claude: Which air conditioning repair companies should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which air conditioning repair companies should I consider in Lubbock, Texas? Google Maps: air conditioning repair companies in Lubbock Texas Google Organic: air conditioning repair companies in Lubbock Texas Perplexity: Which air conditioning repair companies should I consider in Lubbock, Texas? ### cal-hvac-2 ChatGPT Search: Which HVAC replacement companies should I consider in Lubbock, Texas? Claude: Which HVAC replacement companies should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which HVAC replacement companies should I consider in Lubbock, Texas? Google Maps: HVAC replacement companies in Lubbock Texas Google Organic: HVAC replacement companies in Lubbock Texas Perplexity: Which HVAC replacement companies should I consider in Lubbock, Texas? ### cal-hvac-3 ChatGPT Search: Which heating repair companies should I consider in Lubbock, Texas? Claude: Which heating repair companies should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which heating repair companies should I consider in Lubbock, Texas? Google Maps: heating repair companies in Lubbock Texas Google Organic: heating repair companies in Lubbock Texas Perplexity: Which heating repair companies should I consider in Lubbock, Texas? ### cal-hvac-4 ChatGPT Search: Which HVAC maintenance companies should I consider in Lubbock, Texas? Claude: Which HVAC maintenance companies should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which HVAC maintenance companies should I consider in Lubbock, Texas? Google Maps: HVAC maintenance companies in Lubbock Texas Google Organic: HVAC maintenance companies in Lubbock Texas Perplexity: Which HVAC maintenance companies should I consider in Lubbock, Texas? ### cal-hvac-5 ChatGPT Search: Which commercial HVAC contractors should I consider in Lubbock, Texas? Claude: Which commercial HVAC contractors should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which commercial HVAC contractors should I consider in Lubbock, Texas? Google Maps: commercial HVAC contractors in Lubbock Texas Google Organic: commercial HVAC contractors in Lubbock Texas Perplexity: Which commercial HVAC contractors should I consider in Lubbock, Texas? ### cal-managed-it-1 ChatGPT Search: Which managed IT service providers for small businesses should I consider in Lubbock, Texas? Claude: Which managed IT service providers for small businesses should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which managed IT service providers for small businesses should I consider in Lubbock, Texas? Google Maps: managed IT service providers for small businesses in Lubbock Texas Google Organic: managed IT service providers for small businesses in Lubbock Texas Perplexity: Which managed IT service providers for small businesses should I consider in Lubbock, Texas? ### cal-managed-it-2 ChatGPT Search: Which business IT helpdesk providers should I consider in Lubbock, Texas? Claude: Which business IT helpdesk providers should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which business IT helpdesk providers should I consider in Lubbock, Texas? Google Maps: business IT helpdesk providers in Lubbock Texas Google Organic: business IT helpdesk providers in Lubbock Texas Perplexity: Which business IT helpdesk providers should I consider in Lubbock, Texas? ### cal-managed-it-3 ChatGPT Search: Which managed cybersecurity service providers should I consider in Lubbock, Texas? Claude: Which managed cybersecurity service providers should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which managed cybersecurity service providers should I consider in Lubbock, Texas? Google Maps: managed cybersecurity service providers in Lubbock Texas Google Organic: managed cybersecurity service providers in Lubbock Texas Perplexity: Which managed cybersecurity service providers should I consider in Lubbock, Texas? ### cal-managed-it-4 ChatGPT Search: Which managed cloud IT service providers should I consider in Lubbock, Texas? Claude: Which managed cloud IT service providers should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which managed cloud IT service providers should I consider in Lubbock, Texas? Google Maps: managed cloud IT service providers in Lubbock Texas Google Organic: managed cloud IT service providers in Lubbock Texas Perplexity: Which managed cloud IT service providers should I consider in Lubbock, Texas? ### cal-managed-it-5 ChatGPT Search: Which business backup and disaster recovery service providers should I consider in Lubbock, Texas? Claude: Which business backup and disaster recovery service providers should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which business backup and disaster recovery service providers should I consider in Lubbock, Texas? Google Maps: business backup and disaster recovery service providers in Lubbock Texas Google Organic: business backup and disaster recovery service providers in Lubbock Texas Perplexity: Which business backup and disaster recovery service providers should I consider in Lubbock, Texas? ### cal-med-spas-1 ChatGPT Search: Which medical spas offering cosmetic injectables should I consider in Lubbock, Texas? Claude: Which medical spas offering cosmetic injectables should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which medical spas offering cosmetic injectables should I consider in Lubbock, Texas? Google Maps: medical spas offering cosmetic injectables in Lubbock Texas Google Organic: medical spas offering cosmetic injectables in Lubbock Texas Perplexity: Which medical spas offering cosmetic injectables should I consider in Lubbock, Texas? ### cal-med-spas-2 ChatGPT Search: Which medical spas offering laser hair removal should I consider in Lubbock, Texas? Claude: Which medical spas offering laser hair removal should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which medical spas offering laser hair removal should I consider in Lubbock, Texas? Google Maps: medical spas offering laser hair removal in Lubbock Texas Google Organic: medical spas offering laser hair removal in Lubbock Texas Perplexity: Which medical spas offering laser hair removal should I consider in Lubbock, Texas? ### cal-med-spas-3 ChatGPT Search: Which medical spas offering skin resurfacing should I consider in Lubbock, Texas? Claude: Which medical spas offering skin resurfacing should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which medical spas offering skin resurfacing should I consider in Lubbock, Texas? Google Maps: medical spas offering skin resurfacing in Lubbock Texas Google Organic: medical spas offering skin resurfacing in Lubbock Texas Perplexity: Which medical spas offering skin resurfacing should I consider in Lubbock, Texas? ### cal-med-spas-4 ChatGPT Search: Which medical spas offering cosmetic consultations should I consider in Lubbock, Texas? Claude: Which medical spas offering cosmetic consultations should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which medical spas offering cosmetic consultations should I consider in Lubbock, Texas? Google Maps: medical spas offering cosmetic consultations in Lubbock Texas Google Organic: medical spas offering cosmetic consultations in Lubbock Texas Perplexity: Which medical spas offering cosmetic consultations should I consider in Lubbock, Texas? ### cal-med-spas-5 ChatGPT Search: Which medical spas offering microneedling should I consider in Lubbock, Texas? Claude: Which medical spas offering microneedling should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which medical spas offering microneedling should I consider in Lubbock, Texas? Google Maps: medical spas offering microneedling in Lubbock Texas Google Organic: medical spas offering microneedling in Lubbock Texas Perplexity: Which medical spas offering microneedling should I consider in Lubbock, Texas? ### cal-personal-injury-law-1 ChatGPT Search: Which car accident injury law firms should I consider in Lubbock, Texas? Claude: Which car accident injury law firms should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which car accident injury law firms should I consider in Lubbock, Texas? Google Maps: car accident injury law firms in Lubbock Texas Google Organic: car accident injury law firms in Lubbock Texas Perplexity: Which car accident injury law firms should I consider in Lubbock, Texas? ### cal-personal-injury-law-2 ChatGPT Search: Which truck accident injury law firms should I consider in Lubbock, Texas? Claude: Which truck accident injury law firms should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which truck accident injury law firms should I consider in Lubbock, Texas? Google Maps: truck accident injury law firms in Lubbock Texas Google Organic: truck accident injury law firms in Lubbock Texas Perplexity: Which truck accident injury law firms should I consider in Lubbock, Texas? ### cal-personal-injury-law-3 ChatGPT Search: Which motorcycle accident injury law firms should I consider in Lubbock, Texas? Claude: Which motorcycle accident injury law firms should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which motorcycle accident injury law firms should I consider in Lubbock, Texas? Google Maps: motorcycle accident injury law firms in Lubbock Texas Google Organic: motorcycle accident injury law firms in Lubbock Texas Perplexity: Which motorcycle accident injury law firms should I consider in Lubbock, Texas? ### cal-personal-injury-law-4 ChatGPT Search: Which premises liability injury law firms should I consider in Lubbock, Texas? Claude: Which premises liability injury law firms should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which premises liability injury law firms should I consider in Lubbock, Texas? Google Maps: premises liability injury law firms in Lubbock Texas Google Organic: premises liability injury law firms in Lubbock Texas Perplexity: Which premises liability injury law firms should I consider in Lubbock, Texas? ### cal-plumbing-1 ChatGPT Search: Which emergency plumbers should I consider in Lubbock, Texas? Claude: Which emergency plumbers should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which emergency plumbers should I consider in Lubbock, Texas? Google Maps: emergency plumbers in Lubbock Texas Google Organic: emergency plumbers in Lubbock Texas Perplexity: Which emergency plumbers should I consider in Lubbock, Texas? ### cal-plumbing-2 ChatGPT Search: Which water heater replacement companies should I consider in Lubbock, Texas? Claude: Which water heater replacement companies should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which water heater replacement companies should I consider in Lubbock, Texas? Google Maps: water heater replacement companies in Lubbock Texas Google Organic: water heater replacement companies in Lubbock Texas Perplexity: Which water heater replacement companies should I consider in Lubbock, Texas? ### cal-plumbing-3 ChatGPT Search: Which drain cleaning companies should I consider in Lubbock, Texas? Claude: Which drain cleaning companies should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which drain cleaning companies should I consider in Lubbock, Texas? Google Maps: drain cleaning companies in Lubbock Texas Google Organic: drain cleaning companies in Lubbock Texas Perplexity: Which drain cleaning companies should I consider in Lubbock, Texas? ### cal-plumbing-4 ChatGPT Search: Which sewer line repair companies should I consider in Lubbock, Texas? Claude: Which sewer line repair companies should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which sewer line repair companies should I consider in Lubbock, Texas? Google Maps: sewer line repair companies in Lubbock Texas Google Organic: sewer line repair companies in Lubbock Texas Perplexity: Which sewer line repair companies should I consider in Lubbock, Texas? ### cal-plumbing-5 ChatGPT Search: Which commercial plumbers should I consider in Lubbock, Texas? Claude: Which commercial plumbers should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which commercial plumbers should I consider in Lubbock, Texas? Google Maps: commercial plumbers in Lubbock Texas Google Organic: commercial plumbers in Lubbock Texas Perplexity: Which commercial plumbers should I consider in Lubbock, Texas? ### cal-primary-urgent-care-1 ChatGPT Search: Which primary care clinics accepting new patients should I consider in Lubbock, Texas? Claude: Which primary care clinics accepting new patients should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which primary care clinics accepting new patients should I consider in Lubbock, Texas? Google Maps: primary care clinics accepting new patients in Lubbock Texas Google Organic: primary care clinics accepting new patients in Lubbock Texas Perplexity: Which primary care clinics accepting new patients should I consider in Lubbock, Texas? ### cal-primary-urgent-care-2 ChatGPT Search: Which family medicine clinics should I consider in Lubbock, Texas? Claude: Which family medicine clinics should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which family medicine clinics should I consider in Lubbock, Texas? Google Maps: family medicine clinics in Lubbock Texas Google Organic: family medicine clinics in Lubbock Texas Perplexity: Which family medicine clinics should I consider in Lubbock, Texas? ### cal-primary-urgent-care-3 ChatGPT Search: Which primary care clinics offering annual checkups should I consider in Lubbock, Texas? Claude: Which primary care clinics offering annual checkups should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which primary care clinics offering annual checkups should I consider in Lubbock, Texas? Google Maps: primary care clinics offering annual checkups in Lubbock Texas Google Organic: primary care clinics offering annual checkups in Lubbock Texas Perplexity: Which primary care clinics offering annual checkups should I consider in Lubbock, Texas? ### cal-primary-urgent-care-4 ChatGPT Search: Which walk-in urgent care clinics should I consider in Lubbock, Texas? Claude: Which walk-in urgent care clinics should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which walk-in urgent care clinics should I consider in Lubbock, Texas? Google Maps: walk-in urgent care clinics in Lubbock Texas Google Organic: walk-in urgent care clinics in Lubbock Texas Perplexity: Which walk-in urgent care clinics should I consider in Lubbock, Texas? ### cal-primary-urgent-care-5 ChatGPT Search: Which urgent care clinics with evening hours should I consider in Lubbock, Texas? Claude: Which urgent care clinics with evening hours should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which urgent care clinics with evening hours should I consider in Lubbock, Texas? Google Maps: urgent care clinics with evening hours in Lubbock Texas Google Organic: urgent care clinics with evening hours in Lubbock Texas Perplexity: Which urgent care clinics with evening hours should I consider in Lubbock, Texas? ### cal-property-management-1 ChatGPT Search: Which single-family rental property management companies should I consider in Lubbock, Texas? Claude: Which single-family rental property management companies should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which single-family rental property management companies should I consider in Lubbock, Texas? Google Maps: single-family rental property management companies in Lubbock Texas Google Organic: single-family rental property management companies in Lubbock Texas Perplexity: Which single-family rental property management companies should I consider in Lubbock, Texas? ### cal-property-management-2 ChatGPT Search: Which apartment property management companies should I consider in Lubbock, Texas? Claude: Which apartment property management companies should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which apartment property management companies should I consider in Lubbock, Texas? Google Maps: apartment property management companies in Lubbock Texas Google Organic: apartment property management companies in Lubbock Texas Perplexity: Which apartment property management companies should I consider in Lubbock, Texas? ### cal-property-management-3 ChatGPT Search: Which commercial property management companies should I consider in Lubbock, Texas? Claude: Which commercial property management companies should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which commercial property management companies should I consider in Lubbock, Texas? Google Maps: commercial property management companies in Lubbock Texas Google Organic: commercial property management companies in Lubbock Texas Perplexity: Which commercial property management companies should I consider in Lubbock, Texas? ### cal-property-management-4 ChatGPT Search: Which companies offering tenant placement for rental houses should I consider in Lubbock, Texas? Claude: Which companies offering tenant placement for rental houses should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which companies offering tenant placement for rental houses should I consider in Lubbock, Texas? Google Maps: companies offering tenant placement for rental houses in Lubbock Texas Google Organic: companies offering tenant placement for rental houses in Lubbock Texas Perplexity: Which companies offering tenant placement for rental houses should I consider in Lubbock, Texas? ### cal-property-management-5 ChatGPT Search: Which HOA management companies should I consider in Lubbock, Texas? Claude: Which HOA management companies should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which HOA management companies should I consider in Lubbock, Texas? Google Maps: HOA management companies in Lubbock Texas Google Organic: HOA management companies in Lubbock Texas Perplexity: Which HOA management companies should I consider in Lubbock, Texas? ### cal-real-estate-1 ChatGPT Search: Which residential real estate brokerages should I consider in Lubbock, Texas? Claude: Which residential real estate brokerages should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which residential real estate brokerages should I consider in Lubbock, Texas? Google Maps: residential real estate brokerages in Lubbock Texas Google Organic: residential real estate brokerages in Lubbock Texas Perplexity: Which residential real estate brokerages should I consider in Lubbock, Texas? ### cal-real-estate-2 ChatGPT Search: Which real estate brokerages helping first-time homebuyers should I consider in Lubbock, Texas? Claude: Which real estate brokerages helping first-time homebuyers should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which real estate brokerages helping first-time homebuyers should I consider in Lubbock, Texas? Google Maps: real estate brokerages helping first-time homebuyers in Lubbock Texas Google Organic: real estate brokerages helping first-time homebuyers in Lubbock Texas Perplexity: Which real estate brokerages helping first-time homebuyers should I consider in Lubbock, Texas? ### cal-real-estate-3 ChatGPT Search: Which real estate brokerages helping homeowners sell should I consider in Lubbock, Texas? Claude: Which real estate brokerages helping homeowners sell should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which real estate brokerages helping homeowners sell should I consider in Lubbock, Texas? Google Maps: real estate brokerages helping homeowners sell in Lubbock Texas Google Organic: real estate brokerages helping homeowners sell in Lubbock Texas Perplexity: Which real estate brokerages helping homeowners sell should I consider in Lubbock, Texas? ### cal-real-estate-4 ChatGPT Search: Which real estate brokerages offering relocation assistance should I consider in Lubbock, Texas? Claude: Which real estate brokerages offering relocation assistance should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which real estate brokerages offering relocation assistance should I consider in Lubbock, Texas? Google Maps: real estate brokerages offering relocation assistance in Lubbock Texas Google Organic: real estate brokerages offering relocation assistance in Lubbock Texas Perplexity: Which real estate brokerages offering relocation assistance should I consider in Lubbock, Texas? ### cal-real-estate-5 ChatGPT Search: Which commercial real estate brokerages should I consider in Lubbock, Texas? Claude: Which commercial real estate brokerages should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which commercial real estate brokerages should I consider in Lubbock, Texas? Google Maps: commercial real estate brokerages in Lubbock Texas Google Organic: commercial real estate brokerages in Lubbock Texas Perplexity: Which commercial real estate brokerages should I consider in Lubbock, Texas? ### cal-restaurants-1 ChatGPT Search: Which Mexican restaurants should I consider in Lubbock, Texas? Claude: Which Mexican restaurants should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which Mexican restaurants should I consider in Lubbock, Texas? Google Maps: Mexican restaurants in Lubbock Texas Google Organic: Mexican restaurants in Lubbock Texas Perplexity: Which Mexican restaurants should I consider in Lubbock, Texas? ### cal-restaurants-2 ChatGPT Search: Which barbecue restaurants should I consider in Lubbock, Texas? Claude: Which barbecue restaurants should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which barbecue restaurants should I consider in Lubbock, Texas? Google Maps: barbecue restaurants in Lubbock Texas Google Organic: barbecue restaurants in Lubbock Texas Perplexity: Which barbecue restaurants should I consider in Lubbock, Texas? ### cal-restaurants-3 ChatGPT Search: Which breakfast restaurants should I consider in Lubbock, Texas? Claude: Which breakfast restaurants should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which breakfast restaurants should I consider in Lubbock, Texas? Google Maps: breakfast restaurants in Lubbock Texas Google Organic: breakfast restaurants in Lubbock Texas Perplexity: Which breakfast restaurants should I consider in Lubbock, Texas? ### cal-restaurants-4 ChatGPT Search: Which family-friendly sit-down restaurants should I consider in Lubbock, Texas? Claude: Which family-friendly sit-down restaurants should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which family-friendly sit-down restaurants should I consider in Lubbock, Texas? Google Maps: family-friendly sit-down restaurants in Lubbock Texas Google Organic: family-friendly sit-down restaurants in Lubbock Texas Perplexity: Which family-friendly sit-down restaurants should I consider in Lubbock, Texas? ### cal-restaurants-5 ChatGPT Search: Which restaurants for a special-occasion dinner should I consider in Lubbock, Texas? Claude: Which restaurants for a special-occasion dinner should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which restaurants for a special-occasion dinner should I consider in Lubbock, Texas? Google Maps: restaurants for a special-occasion dinner in Lubbock Texas Google Organic: restaurants for a special-occasion dinner in Lubbock Texas Perplexity: Which restaurants for a special-occasion dinner should I consider in Lubbock, Texas? ### cal-restoration-1 ChatGPT Search: Which water damage restoration companies should I consider in Lubbock, Texas? Claude: Which water damage restoration companies should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which water damage restoration companies should I consider in Lubbock, Texas? Google Maps: water damage restoration companies in Lubbock Texas Google Organic: water damage restoration companies in Lubbock Texas Perplexity: Which water damage restoration companies should I consider in Lubbock, Texas? ### cal-restoration-2 ChatGPT Search: Which fire and smoke damage restoration companies should I consider in Lubbock, Texas? Claude: Which fire and smoke damage restoration companies should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which fire and smoke damage restoration companies should I consider in Lubbock, Texas? Google Maps: fire and smoke damage restoration companies in Lubbock Texas Google Organic: fire and smoke damage restoration companies in Lubbock Texas Perplexity: Which fire and smoke damage restoration companies should I consider in Lubbock, Texas? ### cal-restoration-3 ChatGPT Search: Which mold remediation companies should I consider in Lubbock, Texas? Claude: Which mold remediation companies should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which mold remediation companies should I consider in Lubbock, Texas? Google Maps: mold remediation companies in Lubbock Texas Google Organic: mold remediation companies in Lubbock Texas Perplexity: Which mold remediation companies should I consider in Lubbock, Texas? ### cal-restoration-4 ChatGPT Search: Which emergency water extraction companies should I consider in Lubbock, Texas? Claude: Which emergency water extraction companies should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which emergency water extraction companies should I consider in Lubbock, Texas? Google Maps: emergency water extraction companies in Lubbock Texas Google Organic: emergency water extraction companies in Lubbock Texas Perplexity: Which emergency water extraction companies should I consider in Lubbock, Texas? ### cal-restoration-5 ChatGPT Search: Which commercial property damage restoration companies should I consider in Lubbock, Texas? Claude: Which commercial property damage restoration companies should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which commercial property damage restoration companies should I consider in Lubbock, Texas? Google Maps: commercial property damage restoration companies in Lubbock Texas Google Organic: commercial property damage restoration companies in Lubbock Texas Perplexity: Which commercial property damage restoration companies should I consider in Lubbock, Texas? ### cal-roofing-1 ChatGPT Search: Which roof replacement contractors should I consider in Lubbock, Texas? Claude: Which roof replacement contractors should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which roof replacement contractors should I consider in Lubbock, Texas? Google Maps: roof replacement contractors in Lubbock Texas Google Organic: roof replacement contractors in Lubbock Texas Perplexity: Which roof replacement contractors should I consider in Lubbock, Texas? ### cal-roofing-2 ChatGPT Search: Which roof leak repair companies should I consider in Lubbock, Texas? Claude: Which roof leak repair companies should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which roof leak repair companies should I consider in Lubbock, Texas? Google Maps: roof leak repair companies in Lubbock Texas Google Organic: roof leak repair companies in Lubbock Texas Perplexity: Which roof leak repair companies should I consider in Lubbock, Texas? ### cal-roofing-3 ChatGPT Search: Which hail damage roof repair companies should I consider in Lubbock, Texas? Claude: Which hail damage roof repair companies should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which hail damage roof repair companies should I consider in Lubbock, Texas? Google Maps: hail damage roof repair companies in Lubbock Texas Google Organic: hail damage roof repair companies in Lubbock Texas Perplexity: Which hail damage roof repair companies should I consider in Lubbock, Texas? ### cal-roofing-4 ChatGPT Search: Which metal roofing contractors should I consider in Lubbock, Texas? Claude: Which metal roofing contractors should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which metal roofing contractors should I consider in Lubbock, Texas? Google Maps: metal roofing contractors in Lubbock Texas Google Organic: metal roofing contractors in Lubbock Texas Perplexity: Which metal roofing contractors should I consider in Lubbock, Texas? ### cal-roofing-5 ChatGPT Search: Which commercial roofing contractors should I consider in Lubbock, Texas? Claude: Which commercial roofing contractors should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which commercial roofing contractors should I consider in Lubbock, Texas? Google Maps: commercial roofing contractors in Lubbock Texas Google Organic: commercial roofing contractors in Lubbock Texas Perplexity: Which commercial roofing contractors should I consider in Lubbock, Texas? ### cal-senior-living-1 ChatGPT Search: Which independent senior living communities should I consider in Lubbock, Texas? Claude: Which independent senior living communities should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which independent senior living communities should I consider in Lubbock, Texas? Google Maps: independent senior living communities in Lubbock Texas Google Organic: independent senior living communities in Lubbock Texas Perplexity: Which independent senior living communities should I consider in Lubbock, Texas? ### cal-senior-living-2 ChatGPT Search: Which assisted living communities should I consider in Lubbock, Texas? Claude: Which assisted living communities should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which assisted living communities should I consider in Lubbock, Texas? Google Maps: assisted living communities in Lubbock Texas Google Organic: assisted living communities in Lubbock Texas Perplexity: Which assisted living communities should I consider in Lubbock, Texas? ### cal-senior-living-3 ChatGPT Search: Which memory care communities should I consider in Lubbock, Texas? Claude: Which memory care communities should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which memory care communities should I consider in Lubbock, Texas? Google Maps: memory care communities in Lubbock Texas Google Organic: memory care communities in Lubbock Texas Perplexity: Which memory care communities should I consider in Lubbock, Texas? ### cal-senior-living-4 ChatGPT Search: Which assisted living communities offering respite stays should I consider in Lubbock, Texas? Claude: Which assisted living communities offering respite stays should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which assisted living communities offering respite stays should I consider in Lubbock, Texas? Google Maps: assisted living communities offering respite stays in Lubbock Texas Google Organic: assisted living communities offering respite stays in Lubbock Texas Perplexity: Which assisted living communities offering respite stays should I consider in Lubbock, Texas? ### cal-senior-living-5 ChatGPT Search: Which independent senior living communities with dining services should I consider in Lubbock, Texas? Claude: Which independent senior living communities with dining services should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which independent senior living communities with dining services should I consider in Lubbock, Texas? Google Maps: independent senior living communities with dining services in Lubbock Texas Google Organic: independent senior living communities with dining services in Lubbock Texas Perplexity: Which independent senior living communities with dining services should I consider in Lubbock, Texas? ### cal-veterinarians-1 ChatGPT Search: Which veterinary clinics for dogs and cats should I consider in Lubbock, Texas? Claude: Which veterinary clinics for dogs and cats should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which veterinary clinics for dogs and cats should I consider in Lubbock, Texas? Google Maps: veterinary clinics for dogs and cats in Lubbock Texas Google Organic: veterinary clinics for dogs and cats in Lubbock Texas Perplexity: Which veterinary clinics for dogs and cats should I consider in Lubbock, Texas? ### cal-veterinarians-2 ChatGPT Search: Which veterinary clinics offering pet wellness exams should I consider in Lubbock, Texas? Claude: Which veterinary clinics offering pet wellness exams should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which veterinary clinics offering pet wellness exams should I consider in Lubbock, Texas? Google Maps: veterinary clinics offering pet wellness exams in Lubbock Texas Google Organic: veterinary clinics offering pet wellness exams in Lubbock Texas Perplexity: Which veterinary clinics offering pet wellness exams should I consider in Lubbock, Texas? ### cal-veterinarians-3 ChatGPT Search: Which emergency veterinary clinics for dogs and cats should I consider in Lubbock, Texas? Claude: Which emergency veterinary clinics for dogs and cats should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which emergency veterinary clinics for dogs and cats should I consider in Lubbock, Texas? Google Maps: emergency veterinary clinics for dogs and cats in Lubbock Texas Google Organic: emergency veterinary clinics for dogs and cats in Lubbock Texas Perplexity: Which emergency veterinary clinics for dogs and cats should I consider in Lubbock, Texas? ### cal-veterinarians-4 ChatGPT Search: Which veterinary clinics offering pet dental care should I consider in Lubbock, Texas? Claude: Which veterinary clinics offering pet dental care should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which veterinary clinics offering pet dental care should I consider in Lubbock, Texas? Google Maps: veterinary clinics offering pet dental care in Lubbock Texas Google Organic: veterinary clinics offering pet dental care in Lubbock Texas Perplexity: Which veterinary clinics offering pet dental care should I consider in Lubbock, Texas? ### cal-veterinarians-5 ChatGPT Search: Which veterinary clinics accepting new patients should I consider in Lubbock, Texas? Claude: Which veterinary clinics accepting new patients should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which veterinary clinics accepting new patients should I consider in Lubbock, Texas? Google Maps: veterinary clinics accepting new patients in Lubbock Texas Google Organic: veterinary clinics accepting new patients in Lubbock Texas Perplexity: Which veterinary clinics accepting new patients should I consider in Lubbock, Texas? ### personal-injury-general ChatGPT Search: Which personal injury lawyers should I consider in Lubbock, Texas? Claude: Which personal injury lawyers should I consider in Lubbock, Texas? Use web search for this controlled observation. Gemini: Which personal injury lawyers should I consider in Lubbock, Texas? Google Maps: personal injury lawyers in Lubbock Google Organic: personal injury lawyers in Lubbock Perplexity: Which personal injury lawyers should I consider in Lubbock, Texas? ## Limitations - Five deliberately selected prompt pairs per vertical and ten repetitions. This pilot is not a census, a representative sample of consumers or a statewide index. - Collection timestamps: 2026-09-09T16:11:24.911Z through 2026-09-11T01:57:55.453Z, UTC (September 9 to 10 in Lubbock). Repetitions may share caches or other dependencies. No independence-based confidence intervals or significance claims are made. - Scraped ChatGPT/Gemini experiences and Claude/Perplexity APIs are different configurations. ChatGPT returned no model label for 981 of 1,000 observations. Returned labels are provider-reported, not independently verified. - Gemini supplied detectable answer links in 211 of 1,000 responses. Missing source metadata is unknown attribution, not evidence of no citations. - Six ChatGPT location-clarification responses were replaced with valid retries of the same questions. One paired wrongful-death question was replaced after observing missing Maps business results, using personal injury lawyers in Lubbock and its matched AI question on all six configurations, ten repetitions each. The original 60 paired observations and earlier failed attempts remain archived. This post-collection query choice changes the estimand; the new wording is not a recovery of the old Maps result. No results are silently reclassified. - Featured business examples are deliberately selected contrasts. The broader tables preserve recorded names and domain groups, including overlapping aliases. A name match is not a recommendation, proof of branch identity or local service eligibility. Do not sum overlapping rows as market share. - Validation is automated structural and computational checking, not human annotation, peer review or measured semantic precision/recall. Complete recommendation rates, business winners and branch-level league tables are withheld. - This edition uses five question pairs per vertical. It is a bounded descriptive study, not comprehensive vertical coverage or certified category winners. The separate full Index release policy remains unchanged. ## Producer Produced by Monsoon Research Lab. Businesses were identified through the sampled searches. Client status did not influence inclusion or the reported results, as confirmed by Monsoon. Examples illustrate observed contrasts and are not randomly selected, endorsements or business-quality rankings. Monsoon works in SEO and AI-search visibility. This study is intended as a public research resource, not a sales report. ## Corrections Contact caleb.m@growwithmonsoon.com with the edition URL, evidence key and supporting information. Corrections receive a new version and change log; cited editions are retained.